{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### An example showing the plot_roc_curve method used by a scikit-learn classifier\n",
    "\n",
    "In this example, we'll be plotting the ROC curve for our Naive Bayes classifier on the digits dataset. First, we're going\n",
    "to fit our model with the data, then obtain the predicted probabilities `y_probas`. Afterwhich, we can then pass the ground-truth values `y` and `y_probas` into `scikitplot.metrics.plot_roc_curve` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "from __future__ import absolute_import\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.datasets import load_digits as load_data\n",
    "\n",
    "# Import scikit-plot\n",
    "import scikitplot as skplt\n",
    "\n",
    "%pylab inline\n",
    "pylab.rcParams['figure.figsize'] = (14, 14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the data\n",
    "X, y = load_data(return_X_y=True)\n",
    "\n",
    "# Create classifier instance then fit\n",
    "nb = GaussianNB()\n",
    "nb.fit(X,y)\n",
    "\n",
    "# Get y_probabilities\n",
    "y_probas = nb.predict_proba(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TH9OcgUddcTX9+jULxM7ZDC+vYU2ak14/Bf4+e/RoxJo1+Z5pXzos3gHADW+t5uUvfi/+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\nKccp7g3Fud9+w9paiVK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      "text/plain": [
       "<matplotlib.figure.Figure at 0x2cd697d57f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot!\n",
    "skplt.metrics.plot_roc_curve(y, y_probas, cmap='nipy_spectral')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
